Pith Number

pith:FE3JRTB5

pith:2026:FE3JRTB5KMF72YFFXSKWMZGIYI

not attested not anchored not stored refs pending

MAS-Orchestra: Understanding and Improving Multi-Agent Reasoning Through Holistic Orchestration and Controlled Benchmarks

Austin Xu, Caiming Xiong, Jiayu Wang, Prathyusha Jwalapuram, Ryan Chin, Semih Yavuz, Shafiq Joty, Xuan-Phi Nguyen, Yifei Ming, Zixuan Ke

arxiv:2601.14652 v5 · 2026-01-21 · cs.AI · cs.CL · cs.MA

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FE3JRTB5KMF72YFFXSKWMZGIYI}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

Scaling Teams or Scaling Time? Memory Enabled Lifelong Learning in LLM Multi-Agent Systems

Receipt and verification

First computed	2026-05-25T02:01:12.256098Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

293698cc3d530bfd60a5bc956664c8c23be9ebb7bd37317a1358da888c391db9

Aliases

arxiv: 2601.14652 · arxiv_version: 2601.14652v5 · doi: 10.48550/arxiv.2601.14652 · pith_short_12: FE3JRTB5KMF7 · pith_short_16: FE3JRTB5KMF72YFF · pith_short_8: FE3JRTB5

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/FE3JRTB5KMF72YFFXSKWMZGIYI \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 293698cc3d530bfd60a5bc956664c8c23be9ebb7bd37317a1358da888c391db9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "77268f8575c7bd6b934ab75fe2c0a1e4a714ee0532c944a96d78dbb234538de8",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-01-21T04:57:02Z",
    "title_canon_sha256": "d4bc0871aaa47d676f05c07d64b746cd06d4d3b3d084c7fb1c13c09082f0edc4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2601.14652",
    "kind": "arxiv",
    "version": 5
  }
}